EP3909061A4 - Automated generation of codes - Google Patents

Automated generation of codes Download PDF

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Publication number
EP3909061A4
EP3909061A4 EP20738255.7A EP20738255A EP3909061A4 EP 3909061 A4 EP3909061 A4 EP 3909061A4 EP 20738255 A EP20738255 A EP 20738255A EP 3909061 A4 EP3909061 A4 EP 3909061A4
Authority
EP
European Patent Office
Prior art keywords
codes
automated generation
automated
generation
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Withdrawn
Application number
EP20738255.7A
Other languages
German (de)
French (fr)
Other versions
EP3909061A1 (en
Inventor
Nicholas J. RADDATZ
Dominick R. ROCCO
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
3M Innovative Properties Co
Original Assignee
3M Innovative Properties Co
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by 3M Innovative Properties Co filed Critical 3M Innovative Properties Co
Publication of EP3909061A1 publication Critical patent/EP3909061A1/en
Publication of EP3909061A4 publication Critical patent/EP3909061A4/en
Withdrawn legal-status Critical Current

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Classifications

    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F40/00—Handling natural language data
    • G06F40/20—Natural language analysis
    • G06F40/205—Parsing
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F40/00—Handling natural language data
    • G06F40/20—Natural language analysis
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F40/00—Handling natural language data
    • G06F40/20—Natural language analysis
    • G06F40/253—Grammatical analysis; Style critique
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F40/00—Handling natural language data
    • G06F40/20—Natural language analysis
    • G06F40/279—Recognition of textual entities
    • G06F40/284—Lexical analysis, e.g. tokenisation or collocates
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F40/00—Handling natural language data
    • G06F40/20—Natural language analysis
    • G06F40/279—Recognition of textual entities
    • G06F40/289—Phrasal analysis, e.g. finite state techniques or chunking
    • G06F40/295—Named entity recognition
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00—Machine learning
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/04—Architecture, e.g. interconnection topology
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/08—Learning methods
    • G06N3/084—Backpropagation, e.g. using gradient descent
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q50/00—Information and communication technology [ICT] specially adapted for implementation of business processes of specific business sectors, e.g. utilities or tourism
    • G06Q50/10—Services
    • G06Q50/22—Social work or social welfare, e.g. community support activities or counselling services
    • G—PHYSICS
    • G16—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16H—HEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H10/00—ICT specially adapted for the handling or processing of patient-related medical or healthcare data
    • G16H10/60—ICT specially adapted for the handling or processing of patient-related medical or healthcare data for patient-specific data, e.g. for electronic patient records
    • G—PHYSICS
    • G16—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16H—HEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H40/00—ICT specially adapted for the management or administration of healthcare resources or facilities; ICT specially adapted for the management or operation of medical equipment or devices
    • G16H40/20—ICT specially adapted for the management or administration of healthcare resources or facilities; ICT specially adapted for the management or operation of medical equipment or devices for the management or administration of healthcare resources or facilities, e.g. managing hospital staff or surgery rooms
    • G—PHYSICS
    • G16—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16H—HEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H50/00—ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics
    • G16H50/20—ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for computer-aided diagnosis, e.g. based on medical expert systems
    • G—PHYSICS
    • G16—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16H—HEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H50/00—ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics
    • G16H50/70—ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for mining of medical data, e.g. analysing previous cases of other patients
    • G—PHYSICS
    • G16—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16H—HEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H70/00—ICT specially adapted for the handling or processing of medical references
    • G16H70/20—ICT specially adapted for the handling or processing of medical references relating to practices or guidelines
    • G—PHYSICS
    • G16—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16H—HEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H70/00—ICT specially adapted for the handling or processing of medical references
    • G16H70/60—ICT specially adapted for the handling or processing of medical references relating to pathologies
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/044—Recurrent networks, e.g. Hopfield networks
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/045—Combinations of networks

Landscapes

  • Engineering & Computer Science (AREA)
  • Health & Medical Sciences (AREA)
  • Theoretical Computer Science (AREA)
  • General Health & Medical Sciences (AREA)
  • Medical Informatics (AREA)
  • Public Health (AREA)
  • Physics & Mathematics (AREA)
  • Primary Health Care (AREA)
  • General Physics & Mathematics (AREA)
  • Epidemiology (AREA)
  • Data Mining & Analysis (AREA)
  • Biomedical Technology (AREA)
  • Artificial Intelligence (AREA)
  • General Engineering & Computer Science (AREA)
  • Computational Linguistics (AREA)
  • Audiology, Speech & Language Pathology (AREA)
  • Business, Economics & Management (AREA)
  • Software Systems (AREA)
  • Pathology (AREA)
  • Databases & Information Systems (AREA)
  • Evolutionary Computation (AREA)
  • Computing Systems (AREA)
  • Mathematical Physics (AREA)
  • General Business, Economics & Management (AREA)
  • Tourism & Hospitality (AREA)
  • Biophysics (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Molecular Biology (AREA)
  • Strategic Management (AREA)
  • Marketing (AREA)
  • Human Resources & Organizations (AREA)
  • Economics (AREA)
  • Child & Adolescent Psychology (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Bioethics (AREA)
  • Medical Treatment And Welfare Office Work (AREA)
  • Information Retrieval, Db Structures And Fs Structures Therefor (AREA)
  • Machine Translation (AREA)
EP20738255.7A 2019-01-10 2020-01-09 Automated generation of codes Withdrawn EP3909061A4 (en)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
US201962790836P 2019-01-10 2019-01-10
PCT/IB2020/050161 WO2020144627A1 (en) 2019-01-10 2020-01-09 Automated generation of codes

Publications (2)

Publication Number Publication Date
EP3909061A1 EP3909061A1 (en) 2021-11-17
EP3909061A4 true EP3909061A4 (en) 2022-09-21

Family

ID=71516398

Family Applications (2)

Application Number Title Priority Date Filing Date
EP20738255.7A Withdrawn EP3909061A4 (en) 2019-01-10 2020-01-09 Automated generation of codes
EP20738025.4A Withdrawn EP3909055A4 (en) 2019-01-10 2020-01-10 Document improvement prioritization using automated generated codes

Family Applications After (1)

Application Number Title Priority Date Filing Date
EP20738025.4A Withdrawn EP3909055A4 (en) 2019-01-10 2020-01-10 Document improvement prioritization using automated generated codes

Country Status (3)

Country Link
US (2) US20200227175A1 (en)
EP (2) EP3909061A4 (en)
WO (2) WO2020144627A1 (en)

Families Citing this family (8)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US11544552B1 (en) * 2019-03-29 2023-01-03 Change Healthcare Holdings, Llc Method and apparatus for refining an automated coding model
US11138005B2 (en) * 2019-05-08 2021-10-05 Apple Inc. Methods and systems for automatically generating documentation for software
US11768945B2 (en) * 2020-04-07 2023-09-26 Allstate Insurance Company Machine learning system for determining a security vulnerability in computer software
DE102020212318A1 (en) * 2020-09-30 2022-03-31 Siemens Healthcare Gmbh Case prioritization for a medical system
CN112562849B (en) * 2020-12-08 2023-11-17 中国科学技术大学 Clinical automatic diagnosis method and system based on hierarchical structure and co-occurrence structure
US11961611B2 (en) 2021-05-03 2024-04-16 Evernorth Strategic Development, Inc. Automated bias correction for database systems
CN113409907A (en) * 2021-07-19 2021-09-17 广州方舟信息科技有限公司 Intelligent pre-inquiry method and system based on Internet hospital
CN116127402B (en) * 2022-09-08 2023-08-22 天津大学 DRG automatic grouping method and system integrating ICD hierarchical features

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ATE197511T1 (en) * 1995-07-25 2000-11-11 Horus Therapeutics Inc COMPUTER-ASSISTED METHOD AND ARRANGEMENT FOR DIAGNOSING DISEASES
US20070106534A1 (en) * 2005-11-09 2007-05-10 Cerner Innovation, Inc. Computerized system and method for predicting and tracking billing groups for patients in a healthcare environment
WO2010124137A1 (en) * 2009-04-22 2010-10-28 Millennium Pharmacy Systems, Inc. Pharmacy management and administration with bedside real-time medical event data collection
US10176541B2 (en) * 2010-09-01 2019-01-08 Apixio, Inc. Medical information navigation engine (MINE) system
US8504392B2 (en) * 2010-11-11 2013-08-06 The Board Of Trustees Of The Leland Stanford Junior University Automatic coding of patient outcomes
US20140005564A1 (en) * 2011-03-16 2014-01-02 Koninklijke Philips N.V. Breathlessness and edema symptom assessment
US20150039334A1 (en) * 2013-08-02 2015-02-05 Optum, Inc. Claim-centric grouper analysis
US20170132371A1 (en) * 2015-10-19 2017-05-11 Parkland Center For Clinical Innovation Automated Patient Chart Review System and Method
US20180144815A1 (en) * 2016-11-23 2018-05-24 Sas Institute Inc. Computer system to identify anomalies based on computer generated results
EP3404666A3 (en) * 2017-04-28 2019-01-23 Siemens Healthcare GmbH Rapid assessment and outcome analysis for medical patients
JP7030853B2 (en) * 2017-07-28 2022-03-07 グーグル エルエルシー Systems and methods for predicting and summarizing medical events from electronic health records

Non-Patent Citations (3)

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Title
ANONYMOUS: "Diagnosis-related group - Wikipedia", 17 April 2018 (2018-04-17), XP055950686, Retrieved from the Internet <URL:https://en.wikipedia.org/w/index.php?title=Diagnosis-related_group&oldid=836914261> [retrieved on 20220810] *
KEYANG XU ET AL: "Multimodal Machine Learning for Automated ICD Coding", ARXIV.ORG, CORNELL UNIVERSITY LIBRARY, 201 OLIN LIBRARY CORNELL UNIVERSITY ITHACA, NY 14853, 31 October 2018 (2018-10-31), XP081456015 *
See also references of WO2020144627A1 *

Also Published As

Publication number Publication date
EP3909055A1 (en) 2021-11-17
WO2020144645A1 (en) 2020-07-16
EP3909061A1 (en) 2021-11-17
EP3909055A4 (en) 2022-11-16
US20200227147A1 (en) 2020-07-16
US20200227175A1 (en) 2020-07-16
WO2020144627A1 (en) 2020-07-16

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